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       "             0      1      2    3      4      5     6       7    8      9   \\\n",
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      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 直接读取波士顿的房价数据\n",
    "data_url = 'http://lib.stat.cmu.edu/datasets/boston'\n",
    "raw_df = pd.read_csv(data_url, sep='\\s+', skiprows=22, header=None)\n",
    "\n",
    "# 查看数据的前五行\n",
    "raw_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "8842731a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((506, 22), (506,))"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 数据分为多行显示，每行包含不完整的记录，需要合并两行才能形成完整的记录\n",
    "data = np.hstack([raw_df.values[::2, :], raw_df.values[1::2, :]])\n",
    "target = raw_df.values[::2, 2] # 获取从0开始，每隔2行取数据，即获取第1列数据\n",
    "\n",
    "# 将数据分开，分别为data训练集和target测试集\n",
    "data.shape, target.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "73ca4c20",
   "metadata": {},
   "outputs": [
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       "      <th>CRIM</th>\n",
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       "      <td>242.0</td>\n",
       "      <td>17.8</td>\n",
       "      <td>392.83</td>\n",
       "      <td>4.03</td>\n",
       "      <td>34.7</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>6.998</td>\n",
       "      <td>45.8</td>\n",
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       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>394.63</td>\n",
       "      <td>2.94</td>\n",
       "      <td>33.4</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.458</td>\n",
       "      <td>7.147</td>\n",
       "      <td>54.2</td>\n",
       "      <td>6.0622</td>\n",
       "      <td>3.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>18.7</td>\n",
       "      <td>396.90</td>\n",
       "      <td>5.33</td>\n",
       "      <td>36.2</td>\n",
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       "      <td>391.99</td>\n",
       "      <td>9.67</td>\n",
       "      <td>22.4</td>\n",
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       "      <td>6.120</td>\n",
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       "      <td>0.573</td>\n",
       "      <td>6.976</td>\n",
       "      <td>91.0</td>\n",
       "      <td>2.1675</td>\n",
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       "      <td>21.0</td>\n",
       "      <td>396.90</td>\n",
       "      <td>5.64</td>\n",
       "      <td>23.9</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.573</td>\n",
       "      <td>6.794</td>\n",
       "      <td>89.3</td>\n",
       "      <td>2.3889</td>\n",
       "      <td>1.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>393.45</td>\n",
       "      <td>6.48</td>\n",
       "      <td>22.0</td>\n",
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       "    <tr>\n",
       "      <th>505</th>\n",
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       "      <td>11.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.573</td>\n",
       "      <td>6.030</td>\n",
       "      <td>80.8</td>\n",
       "      <td>2.5050</td>\n",
       "      <td>1.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>396.90</td>\n",
       "      <td>7.88</td>\n",
       "      <td>11.9</td>\n",
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       "  </tbody>\n",
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       "<p>506 rows × 14 columns</p>\n",
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       "        CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD    TAX  \\\n",
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       "..       ...   ...    ...   ...    ...    ...   ...     ...  ...    ...   \n",
       "501  0.06263   0.0  11.93   0.0  0.573  6.593  69.1  2.4786  1.0  273.0   \n",
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       "504  0.10959   0.0  11.93   0.0  0.573  6.794  89.3  2.3889  1.0  273.0   \n",
       "505  0.04741   0.0  11.93   0.0  0.573  6.030  80.8  2.5050  1.0  273.0   \n",
       "\n",
       "     PTRATIO       B  LSTAT  MEDV  \n",
       "0       15.3  396.90   4.98  24.0  \n",
       "1       17.8  396.90   9.14  21.6  \n",
       "2       17.8  392.83   4.03  34.7  \n",
       "3       18.7  394.63   2.94  33.4  \n",
       "4       18.7  396.90   5.33  36.2  \n",
       "..       ...     ...    ...   ...  \n",
       "501     21.0  391.99   9.67  22.4  \n",
       "502     21.0  396.90   9.08  20.6  \n",
       "503     21.0  396.90   5.64  23.9  \n",
       "504     21.0  393.45   6.48  22.0  \n",
       "505     21.0  396.90   7.88  11.9  \n",
       "\n",
       "[506 rows x 14 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 拼接data和预测目标target\n",
    "complete_data = np.column_stack([data, target])[:, :14]\n",
    "columns = ['CRIM', 'ZN', 'INDUS', 'CHAS', 'NOX', 'RM', 'AGE', 'DIS', 'RAD', 'TAX', 'PTRATIO', 'B', 'LSTAT', 'MEDV']\n",
    "\n",
    "# df = pd.DataFrame(, columns=column)\n",
    "df =pd.DataFrame(complete_data, columns=columns)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "09db68b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 506 entries, 0 to 505\n",
      "Data columns (total 14 columns):\n",
      " #   Column   Non-Null Count  Dtype  \n",
      "---  ------   --------------  -----  \n",
      " 0   CRIM     506 non-null    float64\n",
      " 1   ZN       506 non-null    float64\n",
      " 2   INDUS    506 non-null    float64\n",
      " 3   CHAS     506 non-null    float64\n",
      " 4   NOX      506 non-null    float64\n",
      " 5   RM       506 non-null    float64\n",
      " 6   AGE      506 non-null    float64\n",
      " 7   DIS      506 non-null    float64\n",
      " 8   RAD      506 non-null    float64\n",
      " 9   TAX      506 non-null    float64\n",
      " 10  PTRATIO  506 non-null    float64\n",
      " 11  B        506 non-null    float64\n",
      " 12  LSTAT    506 non-null    float64\n",
      " 13  MEDV     506 non-null    float64\n",
      "dtypes: float64(14)\n",
      "memory usage: 55.5 KB\n"
     ]
    }
   ],
   "source": [
    "df.info() # info()方法可以查看数据的基本信息，如数据类型、非空值数量、内存使用情况等"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "acb7069f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "      <th>MEDV</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>506.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.613524</td>\n",
       "      <td>11.363636</td>\n",
       "      <td>11.136779</td>\n",
       "      <td>0.069170</td>\n",
       "      <td>0.554695</td>\n",
       "      <td>6.284634</td>\n",
       "      <td>68.574901</td>\n",
       "      <td>3.795043</td>\n",
       "      <td>9.549407</td>\n",
       "      <td>408.237154</td>\n",
       "      <td>18.455534</td>\n",
       "      <td>356.674032</td>\n",
       "      <td>12.653063</td>\n",
       "      <td>22.532806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8.601545</td>\n",
       "      <td>23.322453</td>\n",
       "      <td>6.860353</td>\n",
       "      <td>0.253994</td>\n",
       "      <td>0.115878</td>\n",
       "      <td>0.702617</td>\n",
       "      <td>28.148861</td>\n",
       "      <td>2.105710</td>\n",
       "      <td>8.707259</td>\n",
       "      <td>168.537116</td>\n",
       "      <td>2.164946</td>\n",
       "      <td>91.294864</td>\n",
       "      <td>7.141062</td>\n",
       "      <td>9.197104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.006320</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.460000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.385000</td>\n",
       "      <td>3.561000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>1.129600</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>187.000000</td>\n",
       "      <td>12.600000</td>\n",
       "      <td>0.320000</td>\n",
       "      <td>1.730000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.082045</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.190000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.449000</td>\n",
       "      <td>5.885500</td>\n",
       "      <td>45.025000</td>\n",
       "      <td>2.100175</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>279.000000</td>\n",
       "      <td>17.400000</td>\n",
       "      <td>375.377500</td>\n",
       "      <td>6.950000</td>\n",
       "      <td>17.025000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.256510</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.690000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.538000</td>\n",
       "      <td>6.208500</td>\n",
       "      <td>77.500000</td>\n",
       "      <td>3.207450</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>330.000000</td>\n",
       "      <td>19.050000</td>\n",
       "      <td>391.440000</td>\n",
       "      <td>11.360000</td>\n",
       "      <td>21.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3.677083</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>18.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.624000</td>\n",
       "      <td>6.623500</td>\n",
       "      <td>94.075000</td>\n",
       "      <td>5.188425</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>666.000000</td>\n",
       "      <td>20.200000</td>\n",
       "      <td>396.225000</td>\n",
       "      <td>16.955000</td>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>88.976200</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>27.740000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.871000</td>\n",
       "      <td>8.780000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>12.126500</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>711.000000</td>\n",
       "      <td>22.000000</td>\n",
       "      <td>396.900000</td>\n",
       "      <td>37.970000</td>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             CRIM          ZN       INDUS        CHAS         NOX          RM  \\\n",
       "count  506.000000  506.000000  506.000000  506.000000  506.000000  506.000000   \n",
       "mean     3.613524   11.363636   11.136779    0.069170    0.554695    6.284634   \n",
       "std      8.601545   23.322453    6.860353    0.253994    0.115878    0.702617   \n",
       "min      0.006320    0.000000    0.460000    0.000000    0.385000    3.561000   \n",
       "25%      0.082045    0.000000    5.190000    0.000000    0.449000    5.885500   \n",
       "50%      0.256510    0.000000    9.690000    0.000000    0.538000    6.208500   \n",
       "75%      3.677083   12.500000   18.100000    0.000000    0.624000    6.623500   \n",
       "max     88.976200  100.000000   27.740000    1.000000    0.871000    8.780000   \n",
       "\n",
       "              AGE         DIS         RAD         TAX     PTRATIO           B  \\\n",
       "count  506.000000  506.000000  506.000000  506.000000  506.000000  506.000000   \n",
       "mean    68.574901    3.795043    9.549407  408.237154   18.455534  356.674032   \n",
       "std     28.148861    2.105710    8.707259  168.537116    2.164946   91.294864   \n",
       "min      2.900000    1.129600    1.000000  187.000000   12.600000    0.320000   \n",
       "25%     45.025000    2.100175    4.000000  279.000000   17.400000  375.377500   \n",
       "50%     77.500000    3.207450    5.000000  330.000000   19.050000  391.440000   \n",
       "75%     94.075000    5.188425   24.000000  666.000000   20.200000  396.225000   \n",
       "max    100.000000   12.126500   24.000000  711.000000   22.000000  396.900000   \n",
       "\n",
       "            LSTAT        MEDV  \n",
       "count  506.000000  506.000000  \n",
       "mean    12.653063   22.532806  \n",
       "std      7.141062    9.197104  \n",
       "min      1.730000    5.000000  \n",
       "25%      6.950000   17.025000  \n",
       "50%     11.360000   21.200000  \n",
       "75%     16.955000   25.000000  \n",
       "max     37.970000   50.000000  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe() # describe() 函数用于查看数据集的描述性统计信息，得到数据集的描述性统计信息，如平均值、中位数、最大值、最小值、标准差等。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "917492ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x1500 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制直方图\n",
    "df.hist(bins=20, figsize=(20, 15)) # bins: 直方图的条数, figsize: 图片的大小\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "3c983e73",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 绘制各个特征的房价的关系\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "8ac1e9a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算相关矩阵\n",
    "correlation_marix = df.corr() # corr() 是 Pandas 库中的一个函数，用于计算 DataFrame 中所有列之间的相关系数矩阵。相关系数矩阵是一个对称矩阵，其中每个元素表示两个变量之间的相关系数。相关系数的取值范围为 [-1, 1]，其中 -1 表示完全负相关，1 表示完全正相关，0 表示不相关。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "b2c73848",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化相关矩阵\n",
    "plt.figure(figsize=(12, 10)) # 设置图片大小\n",
    "sns.heatmap(correlation_marix, annot=True, fmt=\".2f\", cmap=\"coolwarm\") # 说明：annot=True表示在每个单元格中显示数值，fmt=\".2f\"表示保留两位小数，cmap=\"coolwarm\"表示颜色映射\n",
    "plt.title(\"Correlation Matrix\") # 标题\n",
    "plt.show() # 显示图片\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "198939f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化刚才筛选的相关因素余房价的关系\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\") # 说明：filterwarnings()函数用于忽略警告信息。\n",
    "# 分析RM（房间数）与房价的关系\n",
    "plt.scatter(df['RM'], df['MEDV'], alpha=0.5) # alpha 是透明度参数，用于控制散点的透明度。\n",
    "plt.xlabel('平均房间数（RM）')\n",
    "plt.ylabel('房价中位数（MEDV）')\n",
    "plt.title('RM vs MEDV')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "0f55e23f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分析STAT（人口中地位较低人群的百分比）与房价的关系\n",
    "plt.scatter(df['LSTAT'], df['MEDV'], alpha=0.5)\n",
    "plt.xlabel('人口中地位较低人群的百分比（LSTAT）')\n",
    "plt.ylabel('房价中位数（MEDV）')\n",
    "plt.title('LSTAT vs MEDV')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "c905da1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 异常值处理\n",
    "# 识别RM中的异常值\n",
    "df.boxplot(column=['RM'])\n",
    "plt.show()\n",
    "\n",
    "# 删除异常值，超过上界的\n",
    "# 认定大于8的属于异常值，将大于8的数据，用8替换掉\n",
    "df.loc[df['RM'] > 8, 'RM'] = 8"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc948fef",
   "metadata": {},
   "source": [
    "### 线性回归模型假设多个影响房价的因素和房价之间是线性关系，属于多元线性回归，可以用线性回归方程来表示：\n",
    "数学表达式：\n",
    "$$\n",
    "y = \\beta_0 + \\beta_1x_1 + \\beta_2x_2 + ... + \\beta_nx_n\n",
    "$$\n",
    "线性回归模型训练的目的就是找到一组参数使得模型预测的误差最小，这里面用到了损失函数，最小二乘法，正则化等理论，这里布捕一一证明了，我们直接看模型训练和预测的效果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "40e4561e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "均方误差（MSE）：24.52\n",
      "R2 系数（R2）：0.67\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split # 内置的拆分数据函数\n",
    "from sklearn.linear_model import LinearRegression # 线性回归模型\n",
    "from sklearn.metrics import mean_squared_error, r2_score # 回归预测评估函数，MSE，R2\n",
    "\n",
    "# 拆分特征和目标变量\n",
    "X = df.drop(columns='MEDV', axis=1) # drop() 函数删除列 // MEDV 是目标变量\n",
    "y = df['MEDV']\n",
    "\n",
    "# 数据分割，拆出模型训练集和测试数据集\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) \n",
    "\n",
    "# 创建模型\n",
    "model = LinearRegression() # 线性回归模型\n",
    "\n",
    "# 调用训练模型参数，传入训练数据集\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# 模型预测，传入测试数据集\n",
    "y_pred = model.predict(X_test) # 模型预测\n",
    "mse = mean_squared_error(y_test, y_pred) # 均方误差\n",
    "r2 = r2_score(y_test, y_pred) # R2 系数 // 用于评估模型\n",
    "\n",
    "print(f'均方误差（MSE）：{mse:.2f}')\n",
    "print(f'R2 系数（R2）：{r2:.2f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "7dca4129",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "我们可以通过可视化图来更加清晰的看到\n",
    "\"\"\"\n",
    "plt.scatter(y_test, y_pred, alpha=0.5)\n",
    "plt.xlabel('True Values')\n",
    "plt.ylabel('Predicted Values')\n",
    "plt.title('True Values vs Predicted Values') # 绘制预测值和真实值的散点图\n",
    "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "cab01e61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([29.1472062 , 36.15775472, 14.70790075, 24.98439748, 18.86560535,\n",
       "       23.25297756, 17.65053707, 14.24975666, 23.08748799, 20.66720548,\n",
       "       25.00073353, 18.66406534, -6.32843854, 21.72151871, 19.23657312,\n",
       "       26.32421359, 20.6081664 ,  5.69575195, 40.67325732, 17.70004731,\n",
       "       27.249151  , 30.09596318, 11.26143092, 24.20724919, 17.94711153,\n",
       "       15.83039044, 22.73019597, 14.64342472, 22.4867489 , 19.20329162,\n",
       "       22.48995653, 25.27801615, 26.12446718, 17.80676907, 16.77915353,\n",
       "       17.04339355, 31.37996281, 20.13660064, 23.80172621, 24.57876572,\n",
       "       13.87271619, 32.40029677, 42.68611602, 17.2212426 , 27.37132185,\n",
       "       17.05510184, 14.02462839, 25.86912902, 20.34443208, 30.1040659 ,\n",
       "       21.3433013 , 34.49704855, 16.02890701, 26.31034898, 39.82045369,\n",
       "       22.63802713, 18.95998631, 32.74343098, 25.10739775, 12.78246249,\n",
       "       22.70619679, 30.51206307, 31.64374877, 15.81535153, 20.17935438,\n",
       "       16.68503197, 20.63789361, 25.96458451, 30.61999972, 11.60809085,\n",
       "       20.45821531, 27.60761491, 11.02725154, 15.52484994, 23.76414093,\n",
       "        6.11684194, 21.63594227, 41.56300844, 18.84528957,  8.68243415,\n",
       "       20.77204221, 13.21307703, 20.61068317,  9.31386431, 23.28688019,\n",
       "       32.11450454, 19.21297421, 25.56601446, 29.02915656, 20.14578739,\n",
       "       25.65265715,  5.60183815, 20.10042451, 14.88798302, 12.48550906,\n",
       "       20.74263328, 24.87896902, -0.37892405, 13.74479459, 16.21153571,\n",
       "       22.26629493, 24.465095  ])"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 乘一组测试数据，试试预测价格\n",
    "# 创建模型\n",
    "model = LinearRegression()\n",
    "\n",
    "# 调用训练模型参数，传入训练数据集\n",
    "model.fit(X_train, y_train)\n",
    "\n",
    "# 模型预测，传入测试数据集\n",
    "y_pred = model.predict(X_test) # predict() 是 LinearRegression 类中的一个方法，用于根据已训练的模型对新数据进行预测。\n",
    "\n",
    "# 看看数据集里每个不同的房屋价格\n",
    "y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "1fe9ecf9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([25.10056264])"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 自己填写一组数据，测试下\n",
    "X_test = [[0.09178, 0.0, 18.1, 0.0, 0.569, 5.963, 91.0, 1.435, 24.0, 680.0, 20.2, 396.9, 10.74]] # 11个特征\n",
    "y_pred = model.predict(X_test)\n",
    "y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "69f4c312",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
